{"id":"W1547352803","doi":"10.4271/2006-01-0586","title":"Deflashing of Automotive Formed Parts: Warpage and Tolerance Issues","year":2006,"lang":"en","type":"article","venue":"SAE technical papers on CD-ROM/SAE technical paper series","topic":"Metal Forming Simulation Techniques","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada","funders":"","keywords":"Automotive industry; Automotive engineering; Computer science; Manufacturing engineering; Materials science; Engineering; Aerospace engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002924223,0.000219211,0.0002754558,0.0002169098,0.0001580112,0.0003823141,0.0004745226,0.0004781364,0.001081138],"category_scores_gemma":[0.001023865,0.0002188363,0.0002162789,0.0001850909,0.000369955,0.0005243599,0.0003123456,0.0001818772,0.000190379],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001971679,"about_ca_system_score_gemma":0.0002213807,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001137314,"about_ca_topic_score_gemma":0.001190241,"domain_scores_codex":[0.9998145,0.00002743714,0.00001063298,0.00001995008,0.0001044368,0.00002319329],"domain_scores_gemma":[0.9996369,0.0001598808,0.00006792088,0.00007869003,0.00004572434,0.0000108386],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000217235,0.00008850687,0.00374731,0.0002708179,0.00001994502,0.000665414,0.0005412324,0.6777974,0.2114481,0.00324517,0.0004999277,0.1014589],"study_design_scores_gemma":[0.00001915985,0.0002695369,0.003666399,0.0000228209,0.00001314703,0.0004839949,0.0001304309,0.8168132,0.1752167,0.0009404708,0.002403371,0.00002079492],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.847142,0.0007146237,0.1452414,0.0001312106,0.00003417335,0.00003780179,0.00007370224,0.0004771274,0.006147929],"genre_scores_gemma":[0.9856571,0.0002261801,0.0124925,0.00001611714,0.000003564579,0.000008045583,0.00003619396,0.0000531044,0.001507142],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001137314,"threshold_uncertainty_score":0.00361675,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009481955524705927,"score_gpt":0.2457659317208522,"score_spread":0.2362839761961463,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}